The analysis revealed that six genes (UBE2E3, FZD2, EXT1, DCHS1, BMP4, and ALDH1A2) exhibited strong diagnostic performance for both HF and BD (AUC > 0.7). Here, DCHS1 is linked to hydrops fetalis.